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ScienceQuiet 6d · day 12

Aatish Bhatia explains how simple neural circuits create complex behavior

An interactive essay demonstrates how minimal brain structures—just a few neurons and connections—can produce surprisingly sophisticated behaviors.

What to know

  • An interactive essay demonstrates that minimal neural circuits—just a few neurons and connections—can produce sophisticated behaviors like light-seeking and steering without any central intelligence.
  • The piece shows that the type of neural connection (excitatory vs. inhibitory) fundamentally changes behavior, illustrating how brain structure determines output.
  • Commenters contextualize the work within a decades-long lineage of emergent-behavior research, from Grey Walter's 1948 robots to modern simulations, exploring what constitutes 'intelligence' in simple systems.
  • The visualization and interactive format resonated with audiences, sparking discussion about educational value and practical applications from BEAM robotics to philosophical implications.
most voices

The article is a valuable educational tool that illuminates how complex behavior emerges from simple rules and connections.

  • “Love the article, I'm jealous of the author's ability to visualize this.”

    pwndByDeath · Hacker News ↗
many voices

The work connects to and builds upon established research traditions in robotics, cybernetics, and artificial life going back decades.

  • “The ancestor is not Braitenberg. It's Grey Walter's turtles. In 1948, W. Grey Walter built two simple robots that could sense light and touch.”

    Animats · Hacker News ↗
some voices

The insights about emergent behavior from simple rules have profound philosophical implications for understanding intelligence and consciousness.

  • “This stuff is like staring the universe into its soul.”

    teekert · Hacker News ↗

Aatish Bhatia Author and educatorW. Grey Walter Pioneering roboticist (1948)

Aatish Bhatia explains how simple neural circuits create complex behavior
ai,programming

How it unfolded 3 developments, newest first · click a bar or a number to jump postscomments

Peak 7 pieces in 3h at Oct 31, 8 AM; 20 pieces over 12 days (5 posts · 15 comments) Oct 27, 11 AM — 1 piece · 1 post — Hacker News 1Oct 27, 2 PM — quietOct 27, 5 PM — quietOct 27, 8 PM — quietOct 27, 11 PM — quietOct 28, 2 AM — quietOct 28, 5 AM — quietOct 28, 8 AM — quietOct 28, 11 AM — quietOct 28, 2 PM — quietOct 28, 5 PM — quietOct 28, 8 PM — quietOct 28, 11 PM — quietOct 29, 2 AM — quietOct 29, 5 AM — quietOct 29, 8 AM — quietOct 29, 11 AM — quietOct 29, 2 PM — quietOct 29, 5 PM — quietOct 29, 8 PM — quietOct 29, 11 PM — quietOct 30, 2 AM — quietOct 30, 5 AM — quietOct 30, 8 AM — quietOct 30, 11 AM — quietOct 30, 2 PM — quietOct 30, 5 PM — quietOct 30, 8 PM — quietOct 30, 11 PM — quietOct 31, 2 AM — quietOct 31, 5 AM — quietOct 31, 8 AM — 7 pieces · 2 posts · 5 comments — Hacker News 5, Mastodon 1, Lobsters 1Oct 31, 11 AM — 3 pieces · 3 comments — Hacker News 3Oct 31, 2 PM — 4 pieces · 4 comments — Hacker News 4Oct 31, 5 PM — quietOct 31, 8 PM — quietOct 31, 11 PM — 1 piece · 1 comment — Hacker News 1Nov 1, 1 AM — quietNov 1, 4 AM — 2 pieces · 2 comments — Hacker News 2Nov 1, 7 AM — quietNov 1, 10 AM — quietNov 1, 1 PM — quietNov 1, 4 PM — quietNov 1, 7 PM — quietNov 1, 10 PM — 1 piece · 1 post — Mastodon 1Nov 2, 1 AM — 1 piece · 1 post — Hacker News 1Nov 2, 4 AM — quietNov 2, 7 AM — quietNov 2, 10 AM — quietNov 2, 1 PM — quietNov 2, 4 PM — quietNov 2, 7 PM — quietNov 2, 10 PM — quietNov 3, 1 AM — quietNov 3, 4 AM — quietNov 3, 7 AM — quietNov 3, 10 AM — quietNov 3, 1 PM — quietNov 3, 4 PM — quietNov 3, 7 PM — quietNov 3, 10 PM — quietNov 4, 1 AM — quietNov 4, 4 AM — quietNov 4, 7 AM — quietNov 4, 10 AM — quietNov 4, 1 PM — quietNov 4, 4 PM — quietNov 4, 7 PM — quietNov 4, 10 PM — quietNov 5, 1 AM — quietNov 5, 4 AM — quietNov 5, 7 AM — quietNov 5, 10 AM — quietNov 5, 1 PM — quietNov 5, 4 PM — quietNov 5, 7 PM — quietNov 5, 10 PM — quietNov 6, 1 AM — quietNov 6, 4 AM — quietNov 6, 7 AM — quietNov 6, 10 AM — quietNov 6, 1 PM — quietNov 6, 4 PM — quietNov 6, 7 PM — quietNov 6, 10 PM — quietYesterday, 1 AM — quietYesterday, 4 AM — quietYesterday, 7 AM — quietYesterday, 10 AM — quietYesterday, 1 PM — quietYesterday, 4 PM — quietYesterday, 7 PM — quietYesterday, 10 PM — quietToday, 1 AM — quietToday, 4 AM — quietToday, 7 AM — quietToday, 10 AM — quiet ◂ 1 earlier23
Oct 28Oct 29Oct 30Oct 31Nov 1Nov 2Nov 3Nov 4Nov 5Nov 6now · 12:38 PM ET
  1. background

    Discussion explores philosophical implications of emergent behavior — Commenters debate whether behavior emerging from simple circuits constitutes 'intelligence' and reflect on how the visualization illustrates fundamental concepts in cybernetics, neuroscience, and artificial life.

  2. 3

    Commenters contextualize work within history of emergent behavior research

    Discussion centers on the pedagogical value of the piece and its place in a longer tradition of exploring how simple rules generate complex behavior, from W. Grey Walter's 1948 robots to modern simulations.

    “The ancestor is not Braitenberg. It's Grey Walter's turtles. In 1948, W. Grey Walter built two simple robots that could sense light and touch. Much complex behavior emerged.”
    — Animats
    • I always think of Conway's Game of Life in this regard. He (Conway) seems to not think that much of his invention, but to me it it THE understandable proof that nearly anything can emerge from simple rules. Even the Game of life itself [0]. It's the basis of Permutation city (Greg Egan) [1], from 1994 (!) That guy is so ahead of his time, him and…

      teekertHacker News7d agoview on Hacker News ↗
    1 more of the top 2 · 4 posts in this stretch
    • Highly recommend the photovore BEAM robot if you’ve got a soldering iron. It requires a small solar cell and a few analog components from online suppliers like Digikey.

      gfatHacker News7d agoview on Hacker News ↗
    all of them →
  3. 2

    Story gains traction on tech forums and social media

    The article is shared on Lobsters and Mastodon with positive reception. Multiple commenters on Hacker News reference historical precedents and related work, discussing connections to Grey Walter's turtles, Braitenberg's vehicles, BEAM robotics, and Conway's Game of Life.

    • The ancestor is not Braitenberg. It's Grey Walter's turtles.In 1948, W. Grey Walter built two simple robots that could sense light and touch.[1] Much complex behavior emerged. That's where this idea started.Watch the video.[2] It's very impressive for 1948 and tube technology. If you've seen an original Roomba, you've seen a similar level of…

      AnimatsHacker News7d agoview on Hacker News ↗
    2 more of the top 3 · 12 posts in this stretch
    • > If you saw creatures behaving like this in the wild, you might attribute some rudimentary intelligence to them.> But we’ve just shown you how this apparent intelligence arises from the bottom up, with just four neurons and two connections. There’s no magic here. In this view, behavior emerges from neural circuits.Isn't the conclusion here that…

      tancopHacker News8d agoview on Hacker News ↗
    • See also: https://cyberneticzoo.com/cyberneticanimals/1969-the-logo-tu... In my gifted & talented class in the 80's we were introduced to computers and I remember seeing the picture of "Irving" and thinking "Wow, I should learn LOGO to program robots when I grow up" (unfortunately, recursion scared me so I switched to BASIC and later assembly).

      dekhnHacker News7d agoview on Hacker News ↗
    all of them →
  4. 3 days quiet
  5. 1

    Aatish Bhatia publishes "Let's Build a Brain" interactive essay

    The article uses a fictional creature called a spark with a simple neural circuit to demonstrate how minimal brain structures produce complex behaviors. It walks through progressively sophisticated circuit designs and shows how excitatory vs. inhibitory connections affect behavior.

    “Even this tiny brain can create rich and unexpected behaviors.”
    — Aatish Bhatia, Author · source

What people are saying 7 voices from 1 site · best of 16 · verbatim